EMNLP 2023

2,732 papers

CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data

Zhehao Zhang, Xitao Li, Yan Gao, Jian-Guang Lou

Norm of Word Embedding Encodes Information Gain

Momose Oyama, Sho Yokoi, Hidetoshi Shimodaira

Larger Probes Tell a Different Story: Extending Psycholinguistic Datasets Via In-Context Learning

Namrata Shivagunde, Vladislav Lialin, Anna Rumshisky

Tagging-Assisted Generation Model with Encoder and Decoder Supervision for Aspect Sentiment Triplet Extraction

Luo Xianlong, Meng Yang, Yihao Wang

VivesDebate-Speech: A Corpus of Spoken Argumentation to Leverage Audio Features for Argument Mining

Ramon Ruiz-Dolz, Javier Iranzo-Sánchez

TrueTeacher: Learning Factual Consistency Evaluation with Large Language Models

Zorik Gekhman, Jonathan Herzig, Roee Aharoni, Chen Elkind, Idan Szpektor

ACTOR: Active Learning with Annotator-specific Classification Heads to Embrace Human Label Variation

Xinpeng Wang, Barbara Plank

Self-Influence Guided Data Reweighting for Language Model Pre-training

Megh Thakkar, Tolga Bolukbasi, Sriram Ganapathy, Shikhar Vashishth, Sarath Chandar

Combining Denoising Autoencoders with Contrastive Learning to fine-tune Transformer Models

Alejo Lopez-Avila, Víctor Suárez-Paniagua

Byte Pair Encoding for Symbolic Music

Nathan Fradet, Nicolas Gutowski, Fabien Chhel, Jean-Pierre Briot

PEFTDebias : Capturing debiasing information using PEFTs

Sumit Agarwal, Aditya Veerubhotla, Srijan Bansal

OpenAsp: A Benchmark for Multi-document Open Aspect-based Summarization

Shmuel Amar, Liat Schiff, Ori Ernst, Asi Shefer, Ori Shapira

Democratizing Reasoning Ability: Tailored Learning from Large Language Model

Zhaoyang Wang, Shaohan Huang, YuXuan Liu, Jiahai Wang, Minghui Song

A Suite of Generative Tasks for Multi-Level Multimodal Webpage Understanding

Andrea Burns, Krishna Srinivasan, Joshua Ainslie, Geoff Brown, Bryan Plummer

Query-as-context Pre-training for Dense Passage Retrieval

Xing W, Guangyuan Ma, Wanhui Qian, Zijia Lin, Songlin Hu

ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness

Jan Cegin, Jakub Simko, Peter Brusilovsky

Hybrid Inverted Index Is a Robust Accelerator for Dense Retrieval

Peitian Zhang, Zheng Liu, Shitao Xiao, Zhicheng Dou, Jing Yao

“Fifty Shades of Bias”: Normative Ratings of Gender Bias in GPT Generated English Text

Rishav Hada, Agrima Seth, Harshita Diddee, Kalika Bali

DUnE: Dataset for Unified Editing

Afra Akyürek, Eric Pan, Garry Kuwanto, Derry Wijaya

Towards Example-Based NMT with Multi-Levenshtein Transformers

Maxime Bouthors, Josep Crego, François Yvon

Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks

Po-Nien Kung, Fan Yin, Di Wu, Kai-Wei Chang, Nanyun Peng

Augmenting Zero-Shot Dense Retrievers with Plug-in Mixture-of-Memories

Suyu Ge, Chenyan Xiong, Corby Rosset, Arnold Overwijk, Jiawei Han

Building Persona Consistent Dialogue Agents with Offline Reinforcement Learning

Ryan Shea, Zhou Yu

Failures Pave the Way: Enhancing Large Language Models through Tuning-free Rule Accumulation

Zeyuan Yang, Peng Li, Yang Liu

A Generation-based Deductive Method for Math Word Problems

Yuxuan Hu, Jing Zhang, Haoyang Li, Cuiping Li, Hong Chen

Knowledge-Augmented Language Model Verification

Jinheon Baek, Soyeong Jeong, Minki Kang, Jong Park, Sung Hwang

Interpreting Embedding Spaces by Conceptualization

Adi Simhi, Shaul Markovitch

Fast and Accurate Factual Inconsistency Detection Over Long Documents

Barrett Lattimer, Patrick H. Chen, Xinyuan Zhang, Yi Yang

Diversify Question Generation with Retrieval-Augmented Style Transfer

Qi Gou, Zehua Xia, Bowen Yu, Haiyang Yu, Fei Huang

Three Stream Based Multi-level Event Contrastive Learning for Text-Video Event Extraction

Jiaqi Li, Chuanyi Zhang, Miaozeng Du, Dehai Min, Yongrui Chen

Outlier Suppression+: Accurate quantization of large language models by equivalent and effective shifting and scaling

Xiuying Wei, Yunchen Zhang, Yuhang Li, Xiangguo Zhang, Ruihao Gong

Memory-Based Invariance Learning for Out-of-Domain Text Classification

Chen Jia, Yue Zhang

Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs

Simone Conia, Min Li, Daniel Lee, Umar Minhas, Ihab Ilyas

Evaluating Cross-Domain Text-to-SQL Models and Benchmarks

Mohammadreza Pourreza, Davood Rafiei

The Framework Tax: Disparities Between Inference Efficiency in NLP Research and Deployment

Jared Fernandez, Jacob Kahn, Clara Na, Yonatan Bisk, Emma Strubell

Condensing Multilingual Knowledge with Lightweight Language-Specific Modules

Haoran Xu, Weiting Tan, Shuyue Li, Yunmo Chen, Benjamin Van Durme

Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction

Martin Josifoski, Marija Sakota, Maxime Peyrard, Robert West

Robust Prompt Optimization for Large Language Models Against Distribution Shifts

Moxin Li, Wenjie Wang, Fuli Feng, Yixin Cao, Jizhi Zhang

WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social Wisdom

Ruichao Yang, Wei Gao, Jing Ma, Hongzhan Lin, Zhiwei Yang

Optimizing Retrieval-augmented Reader Models via Token Elimination

Moshe Berchansky, Peter Izsak, Avi Caciularu, Ido Dagan, Moshe Wasserblat

CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation

Minzhi Li, Taiwei Shi, Caleb Ziems, Min-Yen Kan, Nancy Chen

Transcending Scaling Laws with 0.1% Extra Compute

Yi Tay, Jason Wei, Hyung Chung, Vinh Tran, David So

Where to start? Analyzing the potential value of intermediate models

Leshem Choshen, Elad Venezian, Shachar Don-Yehiya, Noam Slonim, Yoav Katz

MemeCap: A Dataset for Captioning and Interpreting Memes

EunJeong Hwang, Vered Shwartz

Location-Aware Visual Question Generation with Lightweight Models

Nicholas Suwono, Justin Chen, Tun Hung, Ting-Hao Huang, I-Bin Liao

ALCUNA: Large Language Models Meet New Knowledge

Xunjian Yin, Baizhou Huang, Xiaojun Wan

Length is a Curse and a Blessing for Document-level Semantics

Chenghao Xiao, Yizhi Li, G Hudson, Chenghua Lin, Noura Al Moubayed

Is ChatGPT a General-Purpose Natural Language Processing Task Solver?

Chengwei Qin, Aston Zhang, Zhuosheng Zhang, Jiaao Chen, Michihiro Yasunaga

Unveiling the Implicit Toxicity in Large Language Models

Jiaxin Wen, Pei Ke, Hao Sun, Zhexin Zhang, Chengfei Li

How Does Generative Retrieval Scale to Millions of Passages?

Ronak Pradeep, Kai Hui, Jai Gupta, Adam Lelkes, Honglei Zhuang

Text-Transport: Toward Learning Causal Effects of Natural Language

Victoria Lin, Louis-Philippe Morency, Eli Ben-Michael

Vera: A General-Purpose Plausibility Estimation Model for Commonsense Statements

Jiacheng Liu, Wenya Wang, Dianzhuo Wang, Noah Smith, Yejin Choi

Clinical Contradiction Detection

Dave Makhervaks, Plia Gillis, Kira Radinsky

Towards Robust Pruning: An Adaptive Knowledge-Retention Pruning Strategy for Language Models

Jianwei Li, Qi Lei, Wei Cheng, Dongkuan Xu

Penalty Decoding: Well Suppress the Self-Reinforcement Effect in Open-Ended Text Generation

Wenhong Zhu, Hongkun Hao, Rui Wang

LACMA: Language-Aligning Contrastive Learning with Meta-Actions for Embodied Instruction Following

Cheng-Fu Yang, Yen-Chun Chen, Jianwei Yang, Xiyang Dai, Lu Yuan

‘Don’t Get Too Technical with Me’: A Discourse Structure-Based Framework for Automatic Science Journalism

Ronald Cardenas, Bingsheng Yao, Dakuo Wang, Yufang Hou

From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation

Jiaxin Ge, Sanjay Subramanian, Trevor Darrell, Boyi Li

QTSumm: Query-Focused Summarization over Tabular Data

Yilun Zhao, Zhenting Qi, Linyong Nan, Boyu Mi, Yixin Liu

SeqXGPT: Sentence-Level AI-Generated Text Detection

Pengyu Wang, Linyang Li, Ke Ren, Botian Jiang, Dong Zhang

Target-oriented Proactive Dialogue Systems with Personalization: Problem Formulation and Dataset Curation

Jian Wang, Yi Cheng, Dongding Lin, Chak Leong, Wenjie Li

Hyperpolyglot LLMs: Cross-Lingual Interpretability in Token Embeddings

Andrea W Wen-Yi, David Mimno

BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations

Qizhi Pei, Wei Zhang, Jinhua Zhu, Kehan Wu, Kaiyuan Gao

Structural generalization in COGS: Supertagging is (almost) all you need

Alban Petit, Caio Corro, François Yvon

CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Yue Wang, Hung Le, Akhilesh Gotmare, Nghi Bui, Junnan Li

Large Language Models Can Self-Improve

Jiaxin Huang, Shixiang Gu, Le Hou, Yuexin Wu, Xuezhi Wang

Look-back Decoding for Open-Ended Text Generation

Nan Xu, Chunting Zhou, Asli Celikyilmaz, Xuezhe Ma

Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications

Yue Guo, Chenxi Hu, Yi Yang

Incorporating Worker Perspectives into MTurk Annotation Practices for NLP

Olivia Huang, Eve Fleisig, Dan Klein

Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models

Gangwoo Kim, Sungdong Kim, Byeongguk Jeon, Joonsuk Park, Jaewoo Kang

The neural dynamics of word recognition and integration

Jon Gauthier, Roger Levy

Symbol tuning improves in-context learning in language models

Jerry Wei, Le Hou, Andrew Lampinen, Xiangning Chen, Da Huang

Mitigating Backdoor Poisoning Attacks through the Lens of Spurious Correlation

Xuanli He, Qiongkai Xu, Jun Wang, Benjamin Rubinstein, Trevor Cohn

FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge

Shangbin Feng, Vidhisha Balachandran, Yuyang Bai, Yulia Tsvetkov

Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus

Tianhang Zhang, Lin Qiu, Qipeng Guo, Cheng Deng, Yue Zhang

Reading Books is Great, But Not if You Are Driving! Visually Grounded Reasoning about Defeasible Commonsense Norms

Seungju Han, Junhyeok Kim, Jack Hessel, Liwei Jiang, Jiwan Chung

Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality

Harman Singh, Pengchuan Zhang, Qifan Wang, Mengjiao Wang, Wenhan Xiong

Analyzing Norm Violations in Live-Stream Chat

Jihyung Moon, Dong-Ho Lee, Hyundong Cho, Woojeong Jin, Chan Park

Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation

Wei-Lin Chen, Cheng-Kuang Wu, Hsin-Hsi Chen, Chung-Chi Chen

GEMINI: Controlling The Sentence-Level Summary Style in Abstractive Text Summarization

Guangsheng Bao, Zebin Ou, Yue Zhang

Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective

Tianyu Liu, Afra Amini, Mrinmaya Sachan, Ryan Cotterell

We’re Afraid Language Models Aren’t Modeling Ambiguity

Alisa Liu, Zhaofeng Wu, Julian Michael, Alane Suhr, Peter West

Multitask Multimodal Prompted Training for Interactive Embodied Task Completion

Georgios Pantazopoulos, Malvina Nikandrou, Amit Parekh, Bhathiya Hemanthage, Arash Eshghi

Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis

Haoyu Zhang, Yu Wang, Guanghao Yin, Kejun Liu, Yuanyuan Liu

Towards LLM-driven Dialogue State Tracking

Yujie Feng, Zexin Lu, Bo Liu, Liming Zhan, Xiao-ming Wu

Conceptual structure coheres in human cognition but not in large language models

Siddharth Suresh, Kushin Mukherjee, Xizheng Yu, Wei-Chun Huang, Lisa Padua

VLIS: Unimodal Language Models Guide Multimodal Language Generation

Jiwan Chung, Youngjae Yu

Prompt-based Logical Semantics Enhancement for Implicit Discourse Relation Recognition

Chenxu Wang, Ping Jian, Mu Huang

LLM-powered Data Augmentation for Enhanced Cross-lingual Performance

Chenxi Whitehouse, Monojit Choudhury, Alham Fikri Aji

Gradient-based Gradual Pruning for Language-Specific Multilingual Neural Machine Translation

Dan He, Minh-Quang Pham, Thanh-Le Ha, Marco Turchi

HalOmi: A Manually Annotated Benchmark for Multilingual Hallucination and Omission Detection in Machine Translation

David Dale, Elena Voita, Janice Lam, Prangthip Hansanti, Christophe Ropers

Explanation Selection Using Unlabeled Data for Chain-of-Thought Prompting

Xi Ye, Greg Durrett

Improving Biomedical Abstractive Summarisation with Knowledge Aggregation from Citation Papers

Chen Tang, Shun Wang, Tomas Goldsack, Chenghua Lin

LLM-FP4: 4-Bit Floating-Point Quantized Transformers

Shih-Yang Liu, Zechun Liu, Xijie Huang, Pingcheng Dong, Kwang-Ting Cheng

Pragmatic Reasoning Unlocks Quantifier Semantics for Foundation Models

Yiyuan Li, Rakesh Menon, Sayan Ghosh, Shashank Srivastava

Knowledge Graph Compression Enhances Diverse Commonsense Generation

EunJeong Hwang, Veronika Thost, Vered Shwartz, Tengfei Ma

Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning

Dong-Ho Lee, Kian Ahrabian, Woojeong Jin, Fred Morstatter, Jay Pujara

Selectively Answering Ambiguous Questions

Jeremy Cole, Michael Zhang, Daniel Gillick, Julian Eisenschlos, Bhuwan Dhingra

Compressing and Debiasing Vision-Language Pre-Trained Models for Visual Question Answering

Qingyi Si, Yuanxin Liu, Zheng Lin, Peng Fu, Yanan Cao

How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning

Hang Chen, Xinyu Yang, Jing Luo, Wenjing Zhu